Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	32561
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	24
Duplicate rows (%)	0.1%
Total size in memory	3.7 MiB
Average record size in memory	120.0 B

Variable types

NUM	13
BOOL	2

Warnings

Dataset has 24 (0.1%) duplicate rows	Duplicates
`workclass` has 1298 (4.0%) zeros	Zeros
`education` has 5355 (16.4%) zeros	Zeros
`marital-status` has 10683 (32.8%) zeros	Zeros
`occupation` has 3770 (11.6%) zeros	Zeros
`relationship` has 8305 (25.5%) zeros	Zeros
`race` has 27816 (85.4%) zeros	Zeros
`capital-gain` has 29849 (91.7%) zeros	Zeros
`capital-loss` has 31042 (95.3%) zeros	Zeros
`native-country` has 29170 (89.6%) zeros	Zeros

Reproduction

Analysis started	2021-02-01 08:43:05.004877
Analysis finished	2021-02-01 08:43:46.937055
Duration	41.93 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

age
Real number (ℝ_≥0)

Distinct	73
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	38.58164676
Minimum	17
Maximum	90
Zeros	0
Zeros (%)	0.0%
Memory size	254.4 KiB

Quantile statistics

Minimum	17
5-th percentile	19
Q1	28
median	37
Q3	48
95-th percentile	63
Maximum	90
Range	73
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	13.64043255
Coefficient of variation (CV)	0.3535471837
Kurtosis	-0.1661274596
Mean	38.58164676
Median Absolute Deviation (MAD)	10
Skewness	0.5587433694
Sum	1256257
Variance	186.0614002
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	898	2.8%
31	888	2.7%
34	886	2.7%
23	877	2.7%
35	876	2.7%
33	875	2.7%
28	867	2.7%
30	861	2.6%
37	858	2.6%
25	841	2.6%
Other values (63)	23834	73.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
17	395	1.2%
18	550	1.7%
19	712	2.2%
20	753	2.3%
21	720	2.2%

Value	Count	Frequency (%)
90	43	0.1%
88	3	< 0.1%
87	1	< 0.1%
86	1	< 0.1%
85	3	< 0.1%

workclass
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.309972052
Minimum	0
Maximum	8
Zeros	1298
Zeros (%)	4.0%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	5
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.225728135
Coefficient of variation (CV)	0.5306246602
Kurtosis	2.158845812
Mean	2.309972052
Median Absolute Deviation (MAD)	0
Skewness	1.377272436
Sum	75215
Variance	1.502409462
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2	22696	69.7%
1	2541	7.8%
4	2093	6.4%
5	1836	5.6%
0	1298	4.0%
6	1116	3.4%
3	960	2.9%
7	14	< 0.1%
8	7	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1298	4.0%
1	2541	7.8%
2	22696	69.7%
3	960	2.9%
4	2093	6.4%

Value	Count	Frequency (%)
8	7	< 0.1%
7	14	< 0.1%
6	1116	3.4%
5	1836	5.6%
4	2093	6.4%

fnlwgt
Real number (ℝ_≥0)

Distinct	21648
Distinct (%)	66.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	189778.3665
Minimum	12285
Maximum	1484705
Zeros	0
Zeros (%)	0.0%
Memory size	254.4 KiB

Quantile statistics

Minimum	12285
5-th percentile	39460
Q1	117827
median	178356
Q3	237051
95-th percentile	379682
Maximum	1484705
Range	1472420
Interquartile range (IQR)	119224

Descriptive statistics

Standard deviation	105549.9777
Coefficient of variation (CV)	0.5561749721
Kurtosis	6.218810978
Mean	189778.3665
Median Absolute Deviation (MAD)	59894
Skewness	1.446980095
Sum	6179373392
Variance	1.114079779e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
203488	13	< 0.1%
123011	13	< 0.1%
164190	13	< 0.1%
148995	12	< 0.1%
113364	12	< 0.1%
121124	12	< 0.1%
126675	12	< 0.1%
126569	11	< 0.1%
123983	11	< 0.1%
155659	11	< 0.1%
Other values (21638)	32441	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12285	1	< 0.1%
13769	1	< 0.1%
14878	1	< 0.1%
18827	1	< 0.1%
19214	1	< 0.1%

Value	Count	Frequency (%)
1484705	1	< 0.1%
1455435	1	< 0.1%
1366120	1	< 0.1%
1268339	1	< 0.1%
1226583	1	< 0.1%

education
Real number (ℝ_≥0)

ZEROS

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.424464851
Minimum	0
Maximum	15
Zeros	5355
Zeros (%)	16.4%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	5
95-th percentile	11
Maximum	15
Range	15
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.453581587
Coefficient of variation (CV)	1.008502565
Kurtosis	1.134389094
Mean	3.424464851
Median Absolute Deviation (MAD)	2
Skewness	1.231511257
Sum	111504
Variance	11.92722578
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
1	10501	32.3%
5	7291	22.4%
0	5355	16.4%
3	1723	5.3%
7	1382	4.2%
2	1175	3.6%
6	1067	3.3%
12	933	2.9%
8	646	2.0%
10	576	1.8%
Other values (6)	1912	5.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5355	16.4%
1	10501	32.3%
2	1175	3.6%
3	1723	5.3%
4	514	1.6%

Value	Count	Frequency (%)
15	433	1.3%
14	51	0.2%
13	168	0.5%
12	933	2.9%
11	333	1.0%

education-num
Real number (ℝ_≥0)

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.08067934
Minimum	1
Maximum	16
Zeros	0
Zeros (%)	0.0%
Memory size	254.4 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	9
median	10
Q3	12
95-th percentile	14
Maximum	16
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.572720332
Coefficient of variation (CV)	0.2552129916
Kurtosis	0.6234440748
Mean	10.08067934
Median Absolute Deviation (MAD)	1
Skewness	-0.3116758679
Sum	328237
Variance	6.618889907
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
9	10501	32.3%
10	7291	22.4%
13	5355	16.4%
14	1723	5.3%
11	1382	4.2%
7	1175	3.6%
12	1067	3.3%
6	933	2.9%
4	646	2.0%
15	576	1.8%
Other values (6)	1912	5.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	51	0.2%
2	168	0.5%
3	333	1.0%
4	646	2.0%
5	514	1.6%

Value	Count	Frequency (%)
16	413	1.3%
15	576	1.8%
14	1723	5.3%
13	5355	16.4%
12	1067	3.3%

marital-status
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.083781211
Minimum	0
Maximum	6
Zeros	10683
Zeros (%)	32.8%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	4
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.251380624
Coefficient of variation (CV)	1.154643217
Kurtosis	5.556855431
Mean	1.083781211
Median Absolute Deviation (MAD)	1
Skewness	2.155796193
Sum	35289
Variance	1.565953466
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	14976	46.0%
0	10683	32.8%
2	4443	13.6%
4	1025	3.1%
6	993	3.0%
3	418	1.3%
5	23	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	10683	32.8%
1	14976	46.0%
2	4443	13.6%
3	418	1.3%
4	1025	3.1%

Value	Count	Frequency (%)
6	993	3.0%
5	23	0.1%
4	1025	3.1%
3	418	1.3%
2	4443	13.6%

occupation
Real number (ℝ_≥0)

ZEROS

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.666410737
Minimum	0
Maximum	14
Zeros	3770
Zeros (%)	11.6%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	7
95-th percentile	11
Maximum	14
Range	14
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.3861192
Coefficient of variation (CV)	0.7256367669
Kurtosis	-0.5979030147
Mean	4.666410737
Median Absolute Deviation (MAD)	2
Skewness	0.4681046388
Sum	151943
Variance	11.46580324
Monotocity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
3	4140	12.7%
6	4099	12.6%
1	4066	12.5%
0	3770	11.6%
5	3650	11.2%
4	3295	10.1%
9	2002	6.1%
11	1843	5.7%
7	1597	4.9%
2	1370	4.2%
Other values (5)	2729	8.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3770	11.6%
1	4066	12.5%
2	1370	4.2%
3	4140	12.7%
4	3295	10.1%

Value	Count	Frequency (%)
14	149	0.5%
13	9	< 0.1%
12	649	2.0%
11	1843	5.7%
10	928	2.9%

relationship
Real number (ℝ_≥0)

ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.542397347
Minimum	0
Maximum	5
Zeros	8305
Zeros (%)	25.5%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.437430913
Coefficient of variation (CV)	0.9319459196
Kurtosis	-0.5754323471
Mean	1.542397347
Median Absolute Deviation (MAD)	1
Skewness	0.7752642815
Sum	50222
Variance	2.066207631
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	13193	40.5%
0	8305	25.5%
3	5068	15.6%
4	3446	10.6%
2	1568	4.8%
5	981	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8305	25.5%
1	13193	40.5%
2	1568	4.8%
3	5068	15.6%
4	3446	10.6%

Value	Count	Frequency (%)
5	981	3.0%
4	3446	10.6%
3	5068	15.6%
2	1568	4.8%
1	13193	40.5%

race
Real number (ℝ_≥0)

ZEROS

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.22170695
Minimum	0
Maximum	4
Zeros	27816
Zeros (%)	85.4%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6273481082
Coefficient of variation (CV)	2.829627615
Kurtosis	13.92825622
Mean	0.22170695
Median Absolute Deviation (MAD)	0
Skewness	3.520360182
Sum	7219
Variance	0.3935656489
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	27816	85.4%
1	3124	9.6%
2	1039	3.2%
3	311	1.0%
4	271	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27816	85.4%
1	3124	9.6%
2	1039	3.2%
3	311	1.0%
4	271	0.8%

Value	Count	Frequency (%)
4	271	0.8%
3	311	1.0%
2	1039	3.2%
1	3124	9.6%
0	27816	85.4%

sex
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	254.4 KiB

0	21790
1	10771

Common Values
Chart

Value	Count	Frequency (%)
0	21790	66.9%
1	10771	33.1%

capital-gain
Real number (ℝ_≥0)

ZEROS

Distinct	119
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1077.648844
Minimum	0
Maximum	99999
Zeros	29849
Zeros (%)	91.7%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5013
Maximum	99999
Range	99999
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7385.292085
Coefficient of variation (CV)	6.853152702
Kurtosis	154.7994379
Mean	1077.648844
Median Absolute Deviation (MAD)	0
Skewness	11.95384769
Sum	35089324
Variance	54542539.18
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29849	91.7%
15024	347	1.1%
7688	284	0.9%
7298	246	0.8%
99999	159	0.5%
3103	97	0.3%
5178	97	0.3%
4386	70	0.2%
5013	69	0.2%
8614	55	0.2%
Other values (109)	1288	4.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	29849	91.7%
114	6	< 0.1%
401	2	< 0.1%
594	34	0.1%
914	8	< 0.1%

Value	Count	Frequency (%)
99999	159	0.5%
41310	2	< 0.1%
34095	5	< 0.1%
27828	34	0.1%
25236	11	< 0.1%

capital-loss
Real number (ℝ_≥0)

ZEROS

Distinct	92
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	87.30382973
Minimum	0
Maximum	4356
Zeros	31042
Zeros (%)	95.3%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4356
Range	4356
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	402.9602186
Coefficient of variation (CV)	4.615607584
Kurtosis	20.37680171
Mean	87.30382973
Median Absolute Deviation (MAD)	0
Skewness	4.594629122
Sum	2842700
Variance	162376.9378
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31042	95.3%
1902	202	0.6%
1977	168	0.5%
1887	159	0.5%
1485	51	0.2%
1848	51	0.2%
2415	49	0.2%
1602	47	0.1%
1740	42	0.1%
1590	40	0.1%
Other values (82)	710	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	31042	95.3%
155	1	< 0.1%
213	4	< 0.1%
323	3	< 0.1%
419	3	< 0.1%

Value	Count	Frequency (%)
4356	3	< 0.1%
3900	2	< 0.1%
3770	2	< 0.1%
3683	2	< 0.1%
3004	2	< 0.1%

hours-per-week
Real number (ℝ_≥0)

Distinct	94
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	40.43745585
Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Memory size	254.4 KiB

Quantile statistics

Minimum	1
5-th percentile	18
Q1	40
median	40
Q3	45
95-th percentile	60
Maximum	99
Range	98
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	12.34742868
Coefficient of variation (CV)	0.3053463286
Kurtosis	2.916686796
Mean	40.43745585
Median Absolute Deviation (MAD)	3
Skewness	0.2276425368
Sum	1316684
Variance	152.4589951
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	15217	46.7%
50	2819	8.7%
45	1824	5.6%
60	1475	4.5%
35	1297	4.0%
20	1224	3.8%
30	1149	3.5%
55	694	2.1%
25	674	2.1%
48	517	1.6%
Other values (84)	5671	17.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	20	0.1%
2	32	0.1%
3	39	0.1%
4	54	0.2%
5	60	0.2%

Value	Count	Frequency (%)
99	85	0.3%
98	11	< 0.1%
97	2	< 0.1%
96	5	< 0.1%
95	2	< 0.1%

native-country
Real number (ℝ_≥0)

ZEROS

Distinct	42
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.290316636
Minimum	0
Maximum	41
Zeros	29170
Zeros (%)	89.6%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	9
Maximum	41
Range	41
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.045373476
Coefficient of variation (CV)	3.910182457
Kurtosis	25.65586985
Mean	1.290316636
Median Absolute Deviation (MAD)	0
Skewness	4.912896745
Sum	42014
Variance	25.45579351
Monotocity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	29170	89.6%
5	643	2.0%
4	583	1.8%
13	198	0.6%
11	137	0.4%
10	121	0.4%
7	114	0.4%
25	106	0.3%
3	100	0.3%
1	95	0.3%
Other values (32)	1294	4.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	29170	89.6%
1	95	0.3%
2	81	0.2%
3	100	0.3%
4	583	1.8%

Value	Count	Frequency (%)
41	1	< 0.1%
40	13	< 0.1%
39	24	0.1%
38	20	0.1%
37	67	0.2%

income
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	254.4 KiB

0	24720
1	7841

Common Values
Chart

Value	Count	Frequency (%)
0	24720	75.9%
1	7841	24.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	race	sex	capital-gain	hours-per-week	native-country	income
0	39	0	77516	0	13	0	0	0	0	0	2174	40	0	0
1	50	1	83311	0	13	1	1	1	0	0	0	13	0	0
2	38	2	215646	1	9	2	2	0	0	0	0	40	0	0
3	53	2	234721	2	7	1	2	1	1	0	0	40	0	0
4	28	2	338409	0	13	1	3	2	1	1	0	40	1	0
5	37	2	284582	3	14	1	1	2	0	1	0	40	0	0
6	49	2	160187	4	5	3	4	0	1	1	0	16	2	0
7	52	1	209642	1	9	1	1	1	0	0	0	45	0	1
8	31	2	45781	3	14	0	3	0	0	1	14084	50	0	1
9	42	2	159449	0	13	1	1	1	0	0	5178	40	0	1

Last rows

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	race	sex	capital-gain	hours-per-week	native-country	income
32551	32	2	34066	12	6	1	2	1	3	0	0	40	0	0
32552	43	2	84661	7	11	1	5	1	0	0	0	45	0	0
32553	32	2	116138	3	14	0	10	0	2	0	0	11	21	0
32554	53	2	321865	3	14	1	1	1	0	0	0	40	0	1
32555	22	2	310152	5	10	0	12	0	0	0	0	40	0	0
32556	27	2	257302	6	12	1	10	2	0	1	0	38	0	0
32557	40	2	154374	1	9	1	9	1	0	0	0	40	0	1
32558	58	2	151910	1	9	6	0	4	0	1	0	40	0	0
32559	22	2	201490	1	9	0	0	3	0	0	0	20	0	0
32560	52	6	287927	1	9	1	1	2	0	1	15024	40	0	1

Most frequent

	age	workclass	fnlwgt	education	education-num	occupation	relationship	race	sex	hours-per-week	native-country	count
8	25	2	195994	13	2	14	0	0	1	40	27	3
0	19	2	97261	1	9	8	0	0	0	40	0	2
1	19	2	138153	5	10	0	3	0	1	10	0	2
2	19	2	146679	5	10	1	3	1	0	30	0	2
3	19	2	251579	5	10	4	3	0	0	14	0	2
4	20	2	107658	5	10	10	0	0	1	10	0	2
5	21	2	243368	14	1	8	0	0	0	50	5	2
6	21	2	250051	5	10	3	3	0	1	10	0	2
7	23	2	240137	11	3	2	0	0	0	55	5	2
9	25	2	308144	0	13	6	0	0	0	40	5	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent